Hungary: Csongrád¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
In [1]:
import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")
Notebook executed on: 07/03/2023 16:41:45 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Hungary", region="Csongrád", weeks=5);
2023-03-07T16:41:49.341188 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 160 160 180 180 200 200 220 220 7-day incidence rate Csongrád, Hungary, last 5 weeks, last data point from 2022-12-21 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0 0 50 50 100 100 150 150 200 200 daily change Hungary-Csongrád new cases (rolling 7d mean) Hungary-Csongrád new cases 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec No data available to plot daily change in deaths 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Hungary-Csongrád cases daily growth factor Hungary-Csongrád cases daily growth factor (rolling mean) Hungary-Csongrád estimated R (using cases) 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec No data available to plot R & growth factor (based on deaths) 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0 0 1000 1000 2000 2000 3000 3000 cases doubling time [days]
In [4]:
overview(country="Hungary", region="Csongrád");
2023-03-07T16:41:54.017417 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 2000 2000 4000 4000 7-day incidence rate 229.0 Csongrád, Hungary, last data point from 2022-12-21 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 500 500 1000 1000 1500 1500 2000 2000 daily change Hungary-Csongrád new cases (rolling 7d mean) Hungary-Csongrád new cases May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 No data available to plot daily change in deaths May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Hungary-Csongrád cases daily growth factor Hungary-Csongrád cases daily growth factor (rolling mean) Hungary-Csongrád estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 No data available to plot R & growth factor (based on deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 10000 10000 20000 20000 30000 30000 cases doubling time [days]
In [5]:
compare_plot(country="Hungary", region="Csongrád");
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
Cell In[5], line 1
----> 1 compare_plot(country="Hungary", region="Csongrád");

File /tank/oscovida/work/oscovida.github.io/oscovida.github.io/.venv/lib/python3.9/site-packages/oscovida/oscovida.py:1976, in compare_plot(country, region, subregion, savefig, normalise, dates, align)
   1974 if normalise:
   1975     _population = population(country=country, region=region, subregion=subregion)
-> 1976     c *= 100000 / _population
   1977     d *= 100000 / _population
   1979 if not subregion and not region:    # i.e. not a region of Germany

TypeError: unsupported operand type(s) for /: 'int' and 'NoneType'
In [6]:
# load the data
cases, deaths = get_region_hungary(county="Csongrád")

# get population of the region for future normalisation:
inhabitants = population(country="Hungary", region="Csongrád")
print(f'Population of country="Hungary", region="Csongrád": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table
Population of country="Hungary", region="Csongrád": None people
Out[6]:
total cases daily new cases
Dátum
2022-12-21 93568 229
2022-12-14 93339 219
2022-12-07 93120 181
2022-11-30 92939 177
2022-11-23 92762 150
2022-11-16 92612 163
2022-11-09 92449 541
2022-10-26 91908 359
2022-10-19 91549 525
2022-10-12 91024 502
2022-10-05 90522 743
2022-09-28 89779 683
2022-09-21 89096 760
2022-09-14 88336 715
2022-09-07 87621 673
2022-08-31 86948 653
2022-08-24 86295 849
2022-08-17 85446 1006
2022-08-10 84440 903
2022-08-03 83537 873
2022-07-27 82664 495
2022-07-20 82169 293
2022-07-13 81876 248
2022-07-06 81628 138
2022-06-29 81490 96
2022-06-22 81394 84
2022-06-15 81310 51
2022-06-08 81259 46
2022-06-01 81213 58
2022-05-25 81155 99
2022-05-18 81056 211
2022-05-11 80845 259
2022-05-02 80586 128
2022-04-28 80458 76
2022-04-27 80382 77
2022-04-26 80305 44
2022-04-25 80261 95
2022-04-22 80166 72
2022-04-21 80094 97
2022-04-20 79997 67
2022-04-19 79930 180
2022-04-14 79750 109
2022-04-13 79641 93
2022-04-12 79548 39
2022-04-11 79509 187
2022-04-08 79322 198
2022-04-06 79124 129
2022-04-05 78995 247
2022-04-01 78748 95
2022-03-31 78653 98
2022-03-30 78555 134
2022-03-29 78421 76
2022-03-28 78345 240
2022-03-25 78105 103
2022-03-24 78002 104
2022-03-23 77898 112
2022-03-22 77786 67
2022-03-21 77719 272
2022-03-18 77447 143
2022-03-17 77304 60
2022-03-16 77244 244
2022-03-11 77000 86
2022-03-10 76914 94
2022-03-09 76820 97
2022-03-08 76723 39
2022-03-07 76684 236
2022-03-04 76448 142
2022-03-03 76306 159
2022-03-02 76147 127
2022-03-01 76020 79
2022-02-28 75941 343
2022-02-25 75598 170
2022-02-24 75428 211
2022-02-23 75217 391
2022-02-22 74826 112
2022-02-21 74714 457
2022-02-18 74257 298
2022-02-17 73959 410
2022-02-16 73549 288
2022-02-15 73261 191
2022-02-14 73070 968
2022-02-11 72102 539
2022-02-10 71563 541
2022-02-09 71022 457
2022-02-08 70565 213
2022-02-07 70352 1478
2022-02-04 68874 815
2022-02-03 68059 806
2022-02-02 67253 608
2022-02-01 66645 317
2022-01-31 66328 2100
2022-01-28 64228 739
2022-01-27 63489 766
2022-01-26 62723 576
2022-01-25 62147 307
2022-01-24 61840 1458
2022-01-21 60382 595
2022-01-20 59787 569
2022-01-19 59218 298
2022-01-18 58920 120
2022-01-17 58800 804
2022-01-14 57996 282
2022-01-13 57714 206
2022-01-12 57508 137
2022-01-11 57371 72
2022-01-10 57299 403
2022-01-07 56896 132
2022-01-06 56764 182
2022-01-05 56582 101
2022-01-04 56481 59
2022-01-03 56422 159
2021-12-31 56263 78
2021-12-30 56185 74
2021-12-29 56111 62
2021-12-28 56049 30
2021-12-27 56019 252
2021-12-23 55767 111
2021-12-22 55656 73
2021-12-21 55583 55
2021-12-20 55528 331
2021-12-17 55197 184
2021-12-16 55013 156
2021-12-15 54857 137
2021-12-14 54720 123
2021-12-13 54597 626
2021-12-10 53971 359
2021-12-09 53612 329
2021-12-08 53283 203
2021-12-07 53080 153
2021-12-06 52927 1104
2021-12-03 51823 413
2021-12-02 51410 514
2021-12-01 50896 330
2021-11-30 50566 204
2021-11-29 50362 1481
2021-11-26 48881 630
2021-11-25 48251 612
2021-11-24 47639 462
2021-11-23 47177 230
2021-11-22 46947 1667
2021-11-19 45280 604
2021-11-18 44676 631
2021-11-17 44045 508
2021-11-16 43537 212
2021-11-15 43325 1272
2021-11-12 42053 526
2021-11-11 41527 538
2021-11-10 40989 393
2021-11-09 40596 211
2021-11-08 40385 1298
2021-11-05 39087 577
2021-11-04 38510 356
2021-11-03 38154 117
2021-11-02 38037 100
2021-11-01 37937 720
2021-10-29 37217 322
2021-10-28 36895 293
2021-10-27 36602 153
2021-10-26 36449 95
2021-10-25 36354 544
2021-10-22 35810 192
2021-10-21 35618 225
2021-10-20 35393 87
2021-10-19 35306 46
2021-10-18 35260 292
2021-10-15 34968 127
2021-10-14 34841 100
2021-10-13 34741 59
2021-10-12 34682 40
2021-10-11 34642 186
2021-10-08 34456 66
2021-10-07 34390 65
2021-10-06 34325 38
2021-10-05 34287 11
2021-10-04 34276 73
2021-10-01 34203 26
2021-09-30 34177 25
2021-09-29 34152 34
2021-09-28 34118 14
2021-09-27 34104 62
2021-09-24 34042 33
2021-09-23 34009 30
2021-09-22 33979 17
2021-09-21 33962 8
2021-09-20 33954 42
2021-09-17 33912 22
2021-09-16 33890 19
2021-09-15 33871 13
2021-09-14 33858 9
2021-09-13 33849 38
2021-09-10 33811 21
2021-09-09 33790 22
2021-09-08 33768 5
2021-09-07 33763 5
2021-09-06 33758 30
2021-09-03 33728 3
2021-09-02 33725 11
2021-09-01 33714 4
2021-08-31 33710 3
2021-08-30 33707 21
2021-08-27 33686 4
2021-08-26 33682 10
2021-08-25 33672 3
2021-08-24 33669 3
2021-08-23 33666 23
2021-08-19 33643 3
2021-08-18 33640 3
2021-08-17 33637 1
2021-08-16 33636 5
2021-08-13 33631 3
2021-08-12 33628 4
2021-08-11 33624 0
2021-08-10 33624 0
2021-08-09 33624 1
2021-08-06 33623 0
2021-08-05 33623 0
2021-08-04 33623 1
2021-08-03 33622 0
2021-08-02 33622 3
2021-07-30 33619 1
2021-07-29 33618 3
2021-07-28 33615 2
2021-07-27 33613 2
2021-07-26 33611 1
2021-07-23 33610 1
2021-07-22 33609 1
2021-07-21 33608 2
2021-07-20 33606 2
2021-07-19 33604 4
2021-07-16 33600 3
2021-07-15 33597 3
2021-07-14 33594 2
2021-07-13 33592 0
2021-07-12 33592 6
2021-07-09 33586 2
2021-07-08 33584 1
2021-07-07 33583 1
2021-07-06 33582 0
2021-07-05 33582 1
2021-07-02 33581 0
2021-07-01 33581 2
2021-06-30 33579 2
2021-06-29 33577 1
2021-06-28 33576 1
2021-06-25 33575 0
2021-06-24 33575 2
2021-06-23 33573 1
2021-06-22 33572 1
2021-06-21 33571 1
2021-06-18 33570 2
2021-06-17 33568 4
2021-06-16 33564 2
2021-06-15 33562 0
2021-06-14 33562 7
2021-06-11 33555 13
2021-06-10 33542 3
2021-06-09 33539 6
2021-06-08 33533 3
2021-06-07 33530 6
2021-06-06 33524 7
2021-06-05 33517 11
2021-06-04 33506 18
2021-06-03 33488 22
2021-06-02 33466 2
2021-06-01 33464 1
2021-05-31 33463 4
2021-05-30 33459 10
2021-05-29 33449 6
2021-05-28 33443 19
2021-05-27 33424 7
2021-05-26 33417 7
2021-05-25 33410 5
2021-05-24 33405 13
2021-05-23 33392 10
2021-05-22 33382 18
2021-05-21 33364 24
2021-05-20 33340 20
2021-05-19 33320 20
2021-05-18 33300 6
2021-05-17 33294 20
2021-05-16 33274 23
2021-05-15 33251 29
2021-05-14 33222 23
2021-05-13 33199 76
2021-05-12 33123 30
2021-05-11 33093 35
2021-05-10 33058 27
2021-05-09 33031 21
2021-05-08 33010 49
2021-05-07 32961 54
2021-05-06 32907 70
2021-05-05 32837 43
2021-05-04 32794 20
2021-05-03 32774 50
2021-05-02 32724 64
2021-05-01 32660 76
2021-04-30 32584 87
2021-04-29 32497 133
2021-04-28 32364 64
2021-04-27 32300 45
2021-04-26 32255 69
2021-04-25 32186 96
2021-04-24 32090 126
2021-04-23 31964 140
2021-04-22 31824 195
2021-04-21 31629 86
2021-04-20 31543 54
2021-04-19 31489 127
2021-04-18 31362 121
2021-04-17 31241 164
2021-04-16 31077 200
2021-04-15 30877 281
2021-04-14 30596 115
2021-04-13 30481 109
2021-04-12 30372 175
2021-04-11 30197 247
2021-04-10 29950 395
2021-04-09 29555 391
2021-04-08 29164 166
2021-04-07 28998 58
2021-04-06 28940 102
2021-04-05 28838 115
2021-04-04 28723 224
2021-04-03 28499 330
2021-04-02 28169 295
2021-04-01 27874 584
2021-03-31 27290 149
2021-03-30 27141 75
2021-03-29 27066 263
2021-03-28 26803 303
2021-03-27 26500 352
2021-03-26 26148 514
2021-03-25 25634 488
2021-03-24 25146 203
2021-03-23 24943 161
2021-03-22 24782 294
2021-03-21 24488 421
2021-03-20 24067 531
2021-03-19 23536 398
2021-03-18 23138 246
2021-03-17 22892 101
2021-03-16 22791 185
2021-03-15 22606 308
2021-03-14 22298 276
2021-03-13 22022 368
2021-03-12 21654 279
2021-03-11 21375 393
2021-03-10 20982 170
2021-03-09 20812 240
2021-03-08 20572 97
2021-03-07 20475 234
2021-03-06 20241 236
2021-03-05 20005 259
2021-03-04 19746 315
2021-03-03 19431 136
2021-03-02 19295 87
2021-03-01 19208 178
2021-02-28 19030 151
2021-02-27 18879 190
2021-02-26 18689 165
2021-02-25 18524 183
2021-02-24 18341 69
2021-02-23 18272 49
2021-02-22 18223 101
2021-02-21 18122 103
2021-02-20 18019 124
2021-02-19 17895 119
2021-02-18 17776 140
2021-02-17 17636 73
2021-02-16 17563 24
2021-02-15 17539 49
2021-02-14 17490 59
2021-02-13 17431 60
2021-02-12 17371 78
2021-02-11 17293 89
2021-02-10 17204 48
2021-02-09 17156 45
2021-02-08 17111 27
2021-02-07 17084 46
2021-02-06 17038 46
2021-02-05 16992 51
2021-02-04 16941 57
2021-02-03 16884 32
2021-02-02 16852 20
2021-02-01 16832 48
2021-01-31 16784 37
2021-01-30 16747 60
2021-01-29 16687 72
2021-01-28 16615 56
2021-01-27 16559 30
2021-01-26 16529 28
2021-01-25 16501 33
2021-01-24 16468 55
2021-01-23 16413 70
2021-01-22 16343 62
2021-01-21 16281 54
2021-01-20 16227 35
2021-01-19 16192 17
2021-01-18 16175 22
2021-01-17 16153 64
2021-01-16 16089 60
2021-01-15 16029 71
2021-01-14 15958 76
2021-01-13 15882 69
2021-01-12 15813 36
2021-01-11 15777 42
2021-01-10 15735 69
2021-01-09 15666 91
2021-01-08 15575 204
2021-01-07 15371 114
2021-01-06 15257 95
2021-01-05 15162 52
2021-01-04 15110 54
2021-01-03 15056 62
2021-01-02 14994 52
2021-01-01 14942 159
2020-12-31 14783 195
2020-12-30 14588 85
2020-12-29 14503 70
2020-12-28 14433 39
2020-12-27 14394 63
2020-12-26 14331 67
2020-12-25 14264 107
2020-12-24 14157 198
2020-12-23 13959 91
2020-12-22 13868 48
2020-12-21 13820 134
2020-12-20 13686 158
2020-12-19 13528 373
2020-12-18 13155 290
2020-12-17 12865 128
2020-12-16 12737 177
2020-12-15 12560 92
2020-12-14 12468 206
2020-12-13 12262 187
2020-12-12 12075 294
2020-12-11 11781 320
2020-12-10 11461 339
2020-12-09 11122 138
2020-12-08 10984 72
2020-12-07 10912 177
2020-12-06 10735 273
2020-12-05 10462 235
2020-12-04 10227 261
2020-12-03 9966 373
2020-12-02 9593 233
2020-12-01 9360 55
2020-11-30 9305 185
2020-11-29 9120 280
2020-11-28 8840 339
2020-11-27 8501 464
2020-11-26 8037 377
2020-11-25 7660 189
2020-11-24 7471 168
2020-11-23 7303 80
2020-11-22 7223 221
2020-11-21 7002 137
2020-11-20 6865 229
2020-11-19 6636 189
2020-11-18 6447 181
2020-11-17 6266 221
2020-11-16 6045 276
2020-11-15 5769 69
2020-11-14 5700 224
2020-11-13 5476 202
2020-11-12 5274 216
2020-11-11 5058 66
2020-11-10 4992 185
2020-11-09 4807 121
2020-11-08 4686 153
2020-11-07 4533 76
2020-11-06 4457 195
2020-11-05 4262 186
2020-11-04 4076 184
2020-11-03 3892 93
2020-11-02 3799 211
2020-11-01 3588 175
2020-10-31 3413 185
2020-10-30 3228 276
2020-10-29 2952 89
2020-10-28 2863 69
2020-10-27 2794 42
2020-10-26 2752 95
2020-10-25 2657 201
2020-10-24 2456 130
2020-10-23 2326 129
2020-10-22 2197 62
2020-10-21 2135 14
2020-10-20 2121 51
2020-10-19 2070 78
2020-10-18 1992 31
2020-10-17 1961 85
2020-10-16 1876 56
2020-10-15 1820 50
2020-10-14 1770 51
2020-10-13 1719 17
2020-10-12 1702 44
2020-10-11 1658 55
2020-10-10 1603 67
2020-10-09 1536 80
2020-10-08 1456 58
2020-10-07 1398 27
2020-10-06 1371 36
2020-10-05 1335 16
2020-10-04 1319 24
2020-10-03 1295 61
2020-10-02 1234 56
2020-10-01 1178 21
2020-09-30 1157 28
2020-09-29 1129 32
2020-09-28 1097 29
2020-09-27 1068 26
2020-09-26 1042 40
2020-09-25 1002 58
2020-09-24 944 74
2020-09-23 870 84
2020-09-22 786 74
2020-09-21 712 46
2020-09-20 666 29
2020-09-19 637 50
2020-09-18 587 72
2020-09-17 515 20
2020-09-16 495 19
2020-09-15 476 53
2020-09-14 423 35
2020-09-13 388 16
2020-09-12 372 38
2020-09-11 334 18
2020-09-10 316 16
2020-09-09 300 23
2020-09-08 277 14
2020-09-07 263 4
2020-09-06 259 28
2020-09-05 231 11
2020-09-04 220 25
2020-09-03 195 8
2020-09-02 187 11
2020-09-01 176 0
2020-08-31 176 6
2020-08-30 170 5
2020-08-29 165 3
2020-08-28 162 3
2020-08-27 159 0
2020-08-26 159 0
2020-08-25 159 1
2020-08-24 158 0
2020-08-23 158 0
2020-08-22 158 0
2020-08-21 158 0
2020-08-20 158 1
2020-08-19 157 0
2020-08-18 157 1
2020-08-17 156 0
2020-08-16 156 0
2020-08-15 156 1
2020-08-14 155 0
2020-08-13 155 2
2020-08-12 153 0
2020-08-11 153 1
2020-08-10 152 1
2020-08-09 151 0
2020-08-08 151 1
2020-08-07 150 2
2020-08-06 148 2
2020-08-05 146 2
2020-08-04 144 0
2020-08-03 144 0
2020-08-02 144 0
2020-08-01 144 1
2020-07-31 143 3
2020-07-30 140 1
2020-07-29 139 0
2020-07-28 139 0
2020-07-27 139 1
2020-07-26 138 0
2020-07-25 138 0
2020-07-24 138 0
2020-07-23 138 1
2020-07-22 137 3
2020-07-21 134 0
2020-07-20 134 1
2020-07-19 133 3
2020-07-18 130 5
2020-07-17 125 1
2020-07-16 124 7
2020-07-15 117 1
2020-07-14 116 0
2020-07-13 116 0
2020-07-12 116 1
2020-07-11 115 1
2020-07-10 114 1
2020-07-09 113 0
2020-07-08 113 0
2020-07-06 113 0
2020-07-05 113 1
2020-07-04 112 0
2020-07-03 112 0
2020-07-02 112 0
2020-07-01 112 0
2020-06-30 112 0
2020-06-29 112 0
2020-06-28 112 0
2020-06-27 112 0
2020-06-26 112 0
2020-06-25 112 -5
2020-06-24 117 0
2020-06-23 117 0
2020-06-22 117 0
2020-06-21 117 0
2020-06-20 117 0
2020-06-19 117 0
2020-06-18 117 -1
2020-06-17 118 0
2020-06-15 118 0
2020-06-14 118 0
2020-06-13 118 1
2020-06-12 117 1
2020-06-11 116 1
2020-06-10 115 0
2020-06-09 115 0
2020-06-08 115 0
2020-06-07 115 0
2020-06-06 115 0
2020-06-05 115 0
2020-06-04 115 0
2020-06-03 115 0
2020-06-02 115 0
2020-06-01 115 0
2020-05-31 115 0
2020-05-30 115 0
2020-05-29 115 0
2020-05-28 115 1
2020-05-27 114 0
2020-05-26 114 0
2020-05-25 114 0
2020-05-24 114 0
2020-05-23 114 0
2020-05-22 114 0
2020-05-21 114 0
2020-05-20 114 0
2020-05-19 114 0
2020-05-18 114 0
2020-05-17 114 0
2020-05-16 114 0
2020-05-15 114 0
2020-05-14 114 1
2020-05-13 113 5
2020-05-12 108 1
2020-05-11 107 1
2020-05-10 106 0
2020-05-09 106 1
2020-05-08 105 3
2020-05-07 102 1
2020-05-06 101 0
2020-05-05 101 0
2020-05-04 101 0
2020-05-03 101 3
2020-05-02 98 1
2020-05-01 97 0
2020-04-30 97 1
2020-04-29 96 7
2020-04-28 89 3
2020-04-27 86 23
2020-04-26 63 0
2020-04-25 63 3
2020-04-24 60 3
2020-04-23 57 0
2020-04-22 57 0
2020-04-21 57 0
2020-04-20 57 0
2020-04-19 57 2
2020-04-18 55 1
2020-04-17 54 2
2020-04-16 52 0
2020-04-15 52 1
2020-04-14 51 4
2020-04-13 47 2
2020-04-12 45 1
2020-04-11 44 2
2020-04-10 42 2
2020-04-09 40 0
2020-04-08 40 8
2020-04-07 32 0
2020-04-06 32 2
2020-04-05 30 5
2020-04-04 25 2
2020-04-03 23 2
2020-04-02 21 4
2020-04-01 17 0

Explore the data in your web browser¶

  • If you want to execute this notebook, click here to use myBinder
  • and wait (~1 to 2 minutes)
  • Then press SHIFT+RETURN to advance code cell to code cell
  • See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:¶

  • Johns Hopkins University provides data for countries
  • Robert Koch Institute provides data for within Germany
  • Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
  • Open source and scientific computing community for the data tools
  • Github for hosting repository and html files
  • Project Jupyter for the Notebook and binder service
  • The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")
Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:00:10.889295